OmicsFormer Analysis Report

Model Information

Model Type: AdvancedMultiOmicsTransformer
Device: cpu

Analysis Summary

Attention Patterns Extracted: []
Embeddings Extracted: ['pooled']
Feature Importance Analysis: ['genomics', 'transcriptomics', 'proteomics', 'metabolomics']

Analysis Visualizations

Cll_Embeddings_Pca

Cll_Embeddings_Pca

Cll_Embeddings_Tsne

Cll_Embeddings_Tsne

Cll_Embeddings_Umap

Cll_Embeddings_Umap

Cll_Attention_Heatmap

Cll_Attention_Heatmap

Cll_Cross_Modal_Correlations

Cll_Cross_Modal_Correlations

Cll_Feature_Importance_Mrna

Cll_Feature_Importance_Mrna

Cll_Feature_Importance_Methylation

Cll_Feature_Importance_Methylation

Cll_Feature_Importance_Mutations

Cll_Feature_Importance_Mutations

Cll_Feature_Importance_Drugs

Cll_Feature_Importance_Drugs

Cll_Feature_Importance_Mrna

Cll_Feature_Importance_Mrna

Cll_Feature_Importance_Methylation

Cll_Feature_Importance_Methylation

Cll_Feature_Importance_Mutations

Cll_Feature_Importance_Mutations

Cll_Feature_Importance_Drugs

Cll_Feature_Importance_Drugs

Cll_Top_Biomarkers_Mrna.Csv

Cll_Top_Biomarkers_Mrna.Csv

Cll_Top_Biomarkers_Methylation.Csv

Cll_Top_Biomarkers_Methylation.Csv

Cll_Top_Biomarkers_Mutations.Csv

Cll_Top_Biomarkers_Mutations.Csv

Cll_Top_Biomarkers_Drugs.Csv

Cll_Top_Biomarkers_Drugs.Csv

Cll_Pathways_Mrna

Cll_Pathways_Mrna

Cll_Pathways_Methylation

Cll_Pathways_Methylation

Cll_Pathways_Mutations

Cll_Pathways_Mutations

Cll_Pathways_Drugs

Cll_Pathways_Drugs

Cll_Pathway_Enrichment_Mrna.Csv

Cll_Pathway_Enrichment_Mrna.Csv

Cll_Pathway_Enrichment_Methylation.Csv

Cll_Pathway_Enrichment_Methylation.Csv

Cll_Pathway_Enrichment_Mutations.Csv

Cll_Pathway_Enrichment_Mutations.Csv

Cll_Pathway_Enrichment_Drugs.Csv

Cll_Pathway_Enrichment_Drugs.Csv

Cll_Pathways_Mrna

Cll_Pathways_Mrna

Cll_Pathways_Methylation

Cll_Pathways_Methylation

Cll_Pathways_Mutations

Cll_Pathways_Mutations

Cll_Pathway_Enrichment_Mrna.Csv

Cll_Pathway_Enrichment_Mrna.Csv

Cll_Pathway_Enrichment_Methylation.Csv

Cll_Pathway_Enrichment_Methylation.Csv

Cll_Pathway_Enrichment_Mutations.Csv

Cll_Pathway_Enrichment_Mutations.Csv

Cll_Pathway_Enrichment_Drugs.Csv

Cll_Pathway_Enrichment_Drugs.Csv

Cll_Pathways_Mrna

Cll_Pathways_Mrna

Cll_Pathways_Methylation

Cll_Pathways_Methylation

Cll_Pathways_Mutations

Cll_Pathways_Mutations

Cll_Pathway_Enrichment_Mrna.Csv

Cll_Pathway_Enrichment_Mrna.Csv

Cll_Pathway_Enrichment_Methylation.Csv

Cll_Pathway_Enrichment_Methylation.Csv

Cll_Pathway_Enrichment_Mutations.Csv

Cll_Pathway_Enrichment_Mutations.Csv

Cll_Patient_Stratification

Cll_Patient_Stratification

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